Pandas Profiling Report

Dataset info

Number of variables	42
Number of observations	484
Missing cells	4183 (20.6%)
Duplicate rows	0 (0.0%)
Total size in memory	158.9 KiB
Average record size in memory	336.2 B

Variables types

Numeric	11
Categorical	12
Boolean	6
Date	0
URL	0
Text (Unique)	1
Rejected	12
Unsupported	0

Warnings

`Cold_Frac.8-Ppt_G_Frac.AgingDuration(h)` has 36 (7.4%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.AgingEndDT` has a high cardinality: 449 distinct values	Warning
`Cold_Frac.8-Ppt_G_Frac.AgingEndDT` has 36 (7.4%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.AgingStartDT` has a high cardinality: 449 distinct values	Warning
`Cold_Frac.8-Ppt_G_Frac.AgingStartDT` has 36 (7.4%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Buffer2Vol(L)` has constant value "nan"	Rejected
`Cold_Frac.8-Ppt_G_Frac.Buffer2Weight(kg/kg_Filtrate)` has constant value "nan"	Rejected
`Cold_Frac.8-Ppt_G_Frac.Buffer2Weight_src(kg)` has constant value "nan"	Rejected
`Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1@20%FiltrateStepRecovery` has 36 (7.4%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1_PasteRecovery` has 36 (7.4%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-4@40%FiltrateStepRecovery` has 37 (7.6%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Calcs.FRV_PasteRecovery` has 38 (7.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Calcs.PPTGAgingDur(hours)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.AgingDuration(h)` (ρ = 1)	Rejected
`Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery` has 37 (7.6%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery` (ρ = 0.9689633599)	Rejected
`Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.LAL` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Count` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Mold` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Count` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Mold` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Eth_Addition.EndDT` has a high cardinality: 450 distinct values	Warning
`Cold_Frac.8-Ppt_G_Frac.Eth_Addition.EndDT` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Eth_Addition.StartDT` has a high cardinality: 450 distinct values	Warning
`Cold_Frac.8-Ppt_G_Frac.Eth_Addition.StartDT` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Eth_Addition.TankNr` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.EthAddTemp(°C)` has 475 (98.1%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Mold` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count` (ρ = 1)	Rejected
`Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Count` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Mold` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg)` (ρ = 0.9721064079)	Rejected
`Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg)` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.NaOH_5%_Amt(L)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg)` (ρ = 1)	Rejected
`Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C)` has 475 (98.1%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L)` (ρ = 1)	Rejected
`Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP)` (ρ = 0.9922007782)	Rejected
`Cold_Frac.8-Ppt_G_Frac.Ppt_G_Yield(g/kg_CPP)` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg)` (ρ = 0.9916833986)	Rejected
`Cold_Frac.8-Ppt_G_Frac.PPTG_pH_After_NaOH_Add` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.PreEth_pH` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Sampling.Bioburden(cfu/mL)` has 48 (9.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Sampling.Purity(%)` has 43 (8.9%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.StartDT` has a high cardinality: 450 distinct values	Warning
`Cold_Frac.8-Ppt_G_Frac.StartDT` has 35 (7.2%) missing values	Missing
`Cold_Frac.8-Ppt_G_Frac.Suspension_Temp_End_of_Eth_Addition` is highly correlated with `Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C)` (ρ = 0.9999273734)	Rejected
`Parameter_Set_Date` only contains datetime values, but is categorical. Consider applying `pd.to_datetime()`	Type
`Parameter_Set_Date` has a high cardinality: 266 distinct values	Warning
`Unnamed_1` only contains datetime values, but is categorical. Consider applying `pd.to_datetime()`	Type
`Unnamed_1` has a high cardinality: 266 distinct values	Warning

Cold_Frac.8-Ppt_G_Frac.AgingDuration(h)
Numeric

Distinct count	435
Unique (%)	89.9%
Missing (%)	7.4%
Missing (n)	36
Infinite (%)	0.0%
Infinite (n)	0

Mean	5.327719494
Minimum	3.302222222
Maximum	20.09527778
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	3.302222222
5-th percentile	3.423263889
Q1	3.605486111
Median	3.96
Q3	5.764791667
95-th percentile	12.25552778
Maximum	20.09527778
Range	16.79305556
Interquartile range	2.159305556

Descriptive statistics

Standard deviation	2.990010104
Coef of variation	0.5612176293
Kurtosis	5.867869232
Mean	5.327719494
MAD	2.090507995
Skewness	2.392810299
Sum	2386.818333
Variance	8.940160423
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.941111111	2	0.4%
5.058333333	2	0.4%
3.535833333	2	0.4%
3.847777778	2	0.4%
3.531111111	2	0.4%
3.313888889	2	0.4%
3.553611111	2	0.4%
3.524722222	2	0.4%
4.036111111	2	0.4%
3.626666667	2	0.4%
Other values (424)	428	88.4%
(Missing)	36	7.4%

Minimum 5 values

Value	Count	Frequency (%)
3.302222222	1	0.2%
3.311944444	1	0.2%
3.313888889	2	0.4%
3.333055556	1	0.2%
3.338333333	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
20.09527778	1	0.2%
19.41027778	1	0.2%
18.32305556	1	0.2%
17.17194444	1	0.2%
16.19472222	1	0.2%

Cold_Frac.8-Ppt_G_Frac.AgingEndDT
Categorical

Distinct count	449
Unique (%)	92.8%
Missing (%)	7.4%
Missing (n)	36

25-Apr-2019 03:33:44 PM	1
21-Aug-2019 06:15:58 AM	1
06-Feb-2019 07:54:27 PM	1
Other values (445)	445
(Missing)	36

Toggle details

Common values
Composition

Value	Count	Frequency (%)
25-Apr-2019 03:33:44 PM	1	0.2%
21-Aug-2019 06:15:58 AM	1	0.2%
06-Feb-2019 07:54:27 PM	1	0.2%
03-May-2019 04:15:05 PM	1	0.2%
15-May-2019 11:39:40 AM	1	0.2%
26-Sep-2019 05:44:02 AM	1	0.2%
20-Sep-2019 10:04:56 PM	1	0.2%
04-Aug-2019 05:14:10 AM	1	0.2%
26-Jul-2019 07:24:13 PM	1	0.2%
22-Mar-2019 12:00:17 AM	1	0.2%
Other values (438)	438	90.5%
(Missing)	36	7.4%

Max length	23
Mean length	21.51239669
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.AgingStartDT
Categorical

Distinct count	449
Unique (%)	92.8%
Missing (%)	7.4%
Missing (n)	36

26-May-2019 01:28:49 PM	1
24-Jan-2019 01:05:19 AM	1
16-Aug-2019 02:47:07 AM	1
Other values (445)	445
(Missing)	36

Toggle details

Common values
Composition

Value	Count	Frequency (%)
26-May-2019 01:28:49 PM	1	0.2%
24-Jan-2019 01:05:19 AM	1	0.2%
16-Aug-2019 02:47:07 AM	1	0.2%
11-Apr-2019 01:47:06 AM	1	0.2%
16-May-2019 08:34:39 PM	1	0.2%
24-Jul-2019 12:51:40 PM	1	0.2%
06-Apr-2019 03:09:31 AM	1	0.2%
06-Aug-2019 10:21:41 AM	1	0.2%
12-May-2019 06:33:03 PM	1	0.2%
27-Jun-2019 05:17:17 PM	1	0.2%
Other values (438)	438	90.5%
(Missing)	36	7.4%

Max length	23
Mean length	21.51239669
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.Buffer2Vol(L)
Constant

This variable is constant and should be ignored for analysis

Constant value	nan

Cold_Frac.8-Ppt_G_Frac.Buffer2Weight(kg/kg_Filtrate)
Constant

This variable is constant and should be ignored for analysis

Constant value	nan

Cold_Frac.8-Ppt_G_Frac.Buffer2Weight_src(kg)
Constant

This variable is constant and should be ignored for analysis

Constant value	nan

Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1@20%FiltrateStepRecovery
Numeric

Distinct count	449
Unique (%)	92.8%
Missing (%)	7.4%
Missing (n)	36
Infinite (%)	0.0%
Infinite (n)	0

Mean	130.3918685
Minimum	106.9038232
Maximum	141.2158859
Zeros (%)	0.0%

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Quantile statistics

Minimum	106.9038232
5-th percentile	128.0755041
Q1	129.5229885
Median	130.5190754
Q3	131.4464026
95-th percentile	133.5924086
Maximum	141.2158859
Range	34.31206266
Interquartile range	1.923414144

Descriptive statistics

Standard deviation	3.047464143
Coef of variation	0.02337158121
Kurtosis	24.48106169
Mean	130.3918685
MAD	1.576306058
Skewness	-3.447989513
Sum	58415.55707
Variance	9.287037702
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.6831189	1	0.2%
131.1696473	1	0.2%
127.9098419	1	0.2%
130.7469596	1	0.2%
129.9477807	1	0.2%
130.2470548	1	0.2%
129.2575053	1	0.2%
128.9182366	1	0.2%
129.3464947	1	0.2%
130.1622394	1	0.2%
Other values (438)	438	90.5%
(Missing)	36	7.4%

Minimum 5 values

Value	Count	Frequency (%)
106.9038232	1	0.2%
109.158903	1	0.2%
111.2620142	1	0.2%
111.342677	1	0.2%
111.7016342	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
141.2158859	1	0.2%
140.1566585	1	0.2%
139.443202	1	0.2%
138.8809836	1	0.2%
138.6197267	1	0.2%

Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1_PasteRecovery
Numeric

Distinct count	449
Unique (%)	92.8%
Missing (%)	7.4%
Missing (n)	36
Infinite (%)	0.0%
Infinite (n)	0

Mean	52.17876648
Minimum	44.54152064
Maximum	61.70791786
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	44.54152064
5-th percentile	48.62002007
Q1	50.8964506
Median	52.17291906
Q3	53.60454166
95-th percentile	55.3471824
Maximum	61.70791786
Range	17.16639722
Interquartile range	2.708091059

Descriptive statistics

Standard deviation	2.126722095
Coef of variation	0.04075838197
Kurtosis	1.234801252
Mean	52.17876648
MAD	1.64232183
Skewness	0.0111969936
Sum	23376.08738
Variance	4.522946869
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.61707172	1	0.2%
48.08418709	1	0.2%
49.77883973	1	0.2%
52.46173805	1	0.2%
57.68504409	1	0.2%
53.37819405	1	0.2%
51.93898913	1	0.2%
50.03956403	1	0.2%
52.70811651	1	0.2%
51.32376244	1	0.2%
Other values (438)	438	90.5%
(Missing)	36	7.4%

Minimum 5 values

Value	Count	Frequency (%)
44.54152064	1	0.2%
46.54643849	1	0.2%
46.61746093	1	0.2%
46.62192265	1	0.2%
46.651607	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
61.70791786	1	0.2%
59.53414061	1	0.2%
58.382283	1	0.2%
57.96763236	1	0.2%
57.68504409	1	0.2%

Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-4@40%FiltrateStepRecovery
Numeric

Distinct count	448
Unique (%)	92.6%
Missing (%)	7.6%
Missing (n)	37
Infinite (%)	0.0%
Infinite (n)	0

Mean	194.0476007
Minimum	160.4212236
Maximum	208.8754435
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	160.4212236
5-th percentile	188.745253
Q1	192.3719675
Median	194.4958881
Q3	196.6096224
95-th percentile	199.8738647
Maximum	208.8754435
Range	48.4542199
Interquartile range	4.237654906

Descriptive statistics

Standard deviation	4.916130846
Coef of variation	0.02533466442
Kurtosis	14.36587299
Mean	194.0476007
MAD	3.053470785
Skewness	-2.753573969
Sum	86739.27753
Variance	24.16834249
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199.992199	1	0.2%
196.804606	1	0.2%
196.8217806	1	0.2%
190.904852	1	0.2%
196.8002063	1	0.2%
165.600188	1	0.2%
198.2279876	1	0.2%
195.6306892	1	0.2%
192.8024582	1	0.2%
179.4429803	1	0.2%
Other values (437)	437	90.3%
(Missing)	37	7.6%

Minimum 5 values

Value	Count	Frequency (%)
160.4212236	1	0.2%
165.600188	1	0.2%
165.6704351	1	0.2%
166.146175	1	0.2%
168.0951389	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
208.8754435	1	0.2%
204.4769999	1	0.2%
204.2680761	1	0.2%
203.4122107	1	0.2%
202.2232331	1	0.2%

Cold_Frac.8-Ppt_G_Frac.Calcs.FRV_PasteRecovery
Numeric

Distinct count	447
Unique (%)	92.4%
Missing (%)	7.9%
Missing (n)	38
Infinite (%)	0.0%
Infinite (n)	0

Mean	89.8696359
Minimum	55.39862503
Maximum	100.226672
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	55.39862503
5-th percentile	81.50127446
Q1	86.96604271
Median	89.07422317
Q3	92.92438085
95-th percentile	98.93850142
Maximum	100.226672
Range	44.82804693
Interquartile range	5.958338134

Descriptive statistics

Standard deviation	5.671822777
Coef of variation	0.0631116697
Kurtosis	4.207408063
Mean	89.8696359
MAD	4.177292278
Skewness	-0.7624038943
Sum	40081.85761
Variance	32.16957361
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
94.92127644	1	0.2%
92.14843086	1	0.2%
97.66093529	1	0.2%
91.68909169	1	0.2%
89.95018664	1	0.2%
83.37906703	1	0.2%
98.61720872	1	0.2%
96.43704114	1	0.2%
92.49547265	1	0.2%
90.42657242	1	0.2%
Other values (436)	436	90.1%
(Missing)	38	7.9%

Minimum 5 values

Value	Count	Frequency (%)
55.39862503	1	0.2%
58.99031318	1	0.2%
72.86878395	1	0.2%
75.27884792	1	0.2%
75.66569307	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
100.226672	1	0.2%
99.9812445	1	0.2%
99.97998399	1	0.2%
99.76686525	1	0.2%
99.7554033	1	0.2%

Cold_Frac.8-Ppt_G_Frac.Calcs.PPTGAgingDur(hours)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.AgingDuration(h) and should be ignored for analysis

Correlation	1

Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery
Numeric

Distinct count	448
Unique (%)	92.6%
Missing (%)	7.6%
Missing (n)	37
Infinite (%)	0.0%
Infinite (n)	0

Mean	16.95855963
Minimum	13.81157716
Maximum	23.10822039
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	13.81157716
5-th percentile	14.71142845
Q1	15.15903312
Median	15.64871718
Q3	19.65393026
95-th percentile	21.68763931
Maximum	23.10822039
Range	9.296643236
Interquartile range	4.494897146

Descriptive statistics

Standard deviation	2.623074306
Coef of variation	0.1546755364
Kurtosis	-0.6816578497
Mean	16.95855963
MAD	2.232195301
Skewness	1.029169108
Sum	7580.476153
Variance	6.880518815
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.42929751	1	0.2%
22.37978856	1	0.2%
20.92576666	1	0.2%
16.27608388	1	0.2%
14.44865936	1	0.2%
21.74006383	1	0.2%
15.10992636	1	0.2%
21.50078314	1	0.2%
15.48077814	1	0.2%
20.85415874	1	0.2%
Other values (437)	437	90.3%
(Missing)	37	7.6%

Minimum 5 values

Value	Count	Frequency (%)
13.81157716	1	0.2%
13.98766566	1	0.2%
14.09578308	1	0.2%
14.15155524	1	0.2%
14.29376236	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
23.10822039	1	0.2%
22.96224206	1	0.2%
22.76946991	1	0.2%
22.69001812	1	0.2%
22.525471	1	0.2%

Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery and should be ignored for analysis

Correlation	0.9689633599

Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.LAL
Categorical

Distinct count	5
Unique (%)	1.0%
Missing (%)	7.2%
Missing (n)	35

0	446
0.1	1
0.005	1
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	446	92.1%
0.1	1	0.2%
0.005	1	0.2%
0.5	1	0.2%
(Missing)	35	7.2%

Max length	5
Mean length	3.004132231
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Count
Boolean

Distinct count	2
Unique (%)	0.4%
Missing (%)	9.9%
Missing (n)	48

0	436
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	436	90.1%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Mold
Boolean

Distinct count	2
Unique (%)	0.4%
Missing (%)	9.9%
Missing (n)	48

0	436
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	436	90.1%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Count
Boolean

Distinct count	2
Unique (%)	0.4%
Missing (%)	9.9%
Missing (n)	48

0	436
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	436	90.1%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Mold
Boolean

Distinct count	2
Unique (%)	0.4%
Missing (%)	9.9%
Missing (n)	48

0	436
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	436	90.1%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.Eth_Addition.EndDT
Categorical

Distinct count	450
Unique (%)	93.0%
Missing (%)	7.2%
Missing (n)	35

03-Oct-2019 08:02:54 PM	1
30-Jan-2019 11:54:44 AM	1
21-May-2019 01:16:12 PM	1
Other values (446)	446
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
03-Oct-2019 08:02:54 PM	1	0.2%
30-Jan-2019 11:54:44 AM	1	0.2%
21-May-2019 01:16:12 PM	1	0.2%
10-Jan-2019 11:09:07 PM	1	0.2%
13-May-2019 09:32:39 AM	1	0.2%
23-Apr-2019 04:46:07 PM	1	0.2%
11-Sep-2019 10:26:15 AM	1	0.2%
28-Jan-2019 08:10:28 AM	1	0.2%
11-Aug-2019 09:09:22 PM	1	0.2%
26-Jun-2019 07:27:55 AM	1	0.2%
Other values (439)	439	90.7%
(Missing)	35	7.2%

Max length	23
Mean length	21.55371901
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.Eth_Addition.StartDT
Categorical

Distinct count	450
Unique (%)	93.0%
Missing (%)	7.2%
Missing (n)	35

20-Feb-2019 12:47:35 PM	1
22-Jun-2019 10:54:06 AM	1
26-Jul-2019 06:18:08 PM	1
Other values (446)	446
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
20-Feb-2019 12:47:35 PM	1	0.2%
22-Jun-2019 10:54:06 AM	1	0.2%
26-Jul-2019 06:18:08 PM	1	0.2%
16-May-2019 07:18:25 AM	1	0.2%
18-Apr-2019 02:15:46 AM	1	0.2%
23-Jul-2019 11:47:23 PM	1	0.2%
13-Jul-2019 03:49:58 AM	1	0.2%
29-Jul-2019 04:55:54 AM	1	0.2%
05-Apr-2019 02:23:00 PM	1	0.2%
20-Jul-2019 03:39:09 PM	1	0.2%
Other values (439)	439	90.7%
(Missing)	35	7.2%

Max length	23
Mean length	21.55371901
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.Eth_Addition.TankNr
Categorical

Distinct count	4
Unique (%)	0.8%
Missing (%)	7.2%
Missing (n)	35

V-016	151
V-017	150
V-018	148
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
V-016	151	31.2%
V-017	150	31.0%
V-018	148	30.6%
(Missing)	35	7.2%

Max length	5
Mean length	4.855371901
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.EthAddTemp(°C)
Numeric

Distinct count	10
Unique (%)	2.1%
Missing (%)	98.1%
Missing (n)	475
Infinite (%)	0.0%
Infinite (n)	0

Mean	3.32354437
Minimum	2.994207144
Maximum	3.513660669
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	2.994207144
5-th percentile	3.051989603
Q1	3.242242813
Median	3.297942162
Q3	3.49516964
95-th percentile	3.509101534
Maximum	3.513660669
Range	0.5194535255
Interquartile range	0.2529268265

Descriptive statistics

Standard deviation	0.1816299847
Coef of variation	0.05464948396
Kurtosis	-0.536867758
Mean	3.32354437
MAD	0.1471271633
Skewness	-0.6230601498
Sum	29.91189933
Variance	0.03298945135
Memory size	3.9 KiB

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.138663292	1	0.2%
3.445156574	1	0.2%
3.282594204	1	0.2%
3.297942162	1	0.2%
3.49516964	1	0.2%
3.513660669	1	0.2%
3.502262831	1	0.2%
2.994207144	1	0.2%
3.242242813	1	0.2%
(Missing)	475	98.1%

Minimum 5 values

Value	Count	Frequency (%)
2.994207144	1	0.2%
3.138663292	1	0.2%
3.242242813	1	0.2%
3.282594204	1	0.2%
3.297942162	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
3.513660669	1	0.2%
3.502262831	1	0.2%
3.49516964	1	0.2%
3.445156574	1	0.2%
3.297942162	1	0.2%

Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count
Categorical

Distinct count	4
Unique (%)	0.8%
Missing (%)	9.9%
Missing (n)	48

0	432
0.5	3
1	1
(Missing)	48

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	432	89.3%
0.5	3	0.6%
1	1	0.2%
(Missing)	48	9.9%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Mold
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count and should be ignored for analysis

Correlation	1

Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Count
Categorical

Distinct count	5
Unique (%)	1.0%
Missing (%)	9.9%
Missing (n)	48

0	427
0.5	7
1	1
(Missing)	48

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	427	88.2%
0.5	7	1.4%
1	1	0.2%
2	1	0.2%
(Missing)	48	9.9%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Mold
Boolean

Distinct count	3
Unique (%)	0.6%
Missing (%)	9.9%
Missing (n)	48

0	435
0.5	1
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	435	89.9%
0.5	1	0.2%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg) and should be ignored for analysis

Correlation	0.9721064079

Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg)
Numeric

Distinct count	446
Unique (%)	92.1%
Missing (%)	7.2%
Missing (n)	35
Infinite (%)	0.0%
Infinite (n)	0

Mean	39.1166631
Minimum	27.15476
Maximum	53.3782
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	27.15476
5-th percentile	35.328674
Q1	37.57121
Median	39.1279
Q3	40.41128
95-th percentile	43.051002
Maximum	53.3782
Range	26.22344
Interquartile range	2.84007

Descriptive statistics

Standard deviation	2.763046236
Coef of variation	0.07063604146
Kurtosis	4.524157214
Mean	39.1166631
MAD	1.963919779
Skewness	0.6243622941
Sum	17563.38173
Variance	7.634424504
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.39707	2	0.4%
40.14847	2	0.4%
38.59128	2	0.4%
40.13568	2	0.4%
37.51448	1	0.2%
40.76448	1	0.2%
39.0546	1	0.2%
38.83908	1	0.2%
40.08513	1	0.2%
37.28306	1	0.2%
Other values (435)	435	89.9%
(Missing)	35	7.2%

Minimum 5 values

Value	Count	Frequency (%)
27.15476	1	0.2%
29.55077	1	0.2%
30.40128	1	0.2%
30.62625	1	0.2%
31.35496	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
53.3782	1	0.2%
50.54088	1	0.2%
49.6912	1	0.2%
49.686	1	0.2%
49.16986	1	0.2%

Cold_Frac.8-Ppt_G_Frac.NaOH_5%_Amt(L)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg) and should be ignored for analysis

Correlation	1

Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C)
Numeric

Distinct count	10
Unique (%)	2.1%
Missing (%)	98.1%
Missing (n)	475
Infinite (%)	0.0%
Infinite (n)	0

Mean	-8.882778274
Minimum	-8.990115166
Maximum	-8.813867569
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	-8.990115166
5-th percentile	-8.98509655
Q1	-8.95434761
Median	-8.85074234
Q3	-8.839524269
95-th percentile	-8.816114807
Maximum	-8.813867569
Range	0.1762475967
Interquartile range	0.1148233414

Descriptive statistics

Standard deviation	0.07032778478
Coef of variation	-0.007917318503
Kurtosis	-1.440982346
Mean	-8.882778274
MAD	0.06082146256
Skewness	-0.7754235632
Sum	-79.94500446
Variance	0.004945997313
Memory size	3.9 KiB

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-8.85074234	1	0.2%
-8.819485664	1	0.2%
-8.842744827	1	0.2%
-8.990115166	1	0.2%
-8.856608391	1	0.2%
-8.839524269	1	0.2%
-8.813867569	1	0.2%
-8.95434761	1	0.2%
-8.977568626	1	0.2%
(Missing)	475	98.1%

Minimum 5 values

Value	Count	Frequency (%)
-8.990115166	1	0.2%
-8.977568626	1	0.2%
-8.95434761	1	0.2%
-8.856608391	1	0.2%
-8.85074234	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
-8.813867569	1	0.2%
-8.819485664	1	0.2%
-8.839524269	1	0.2%
-8.842744827	1	0.2%
-8.85074234	1	0.2%

Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L) and should be ignored for analysis

Correlation	1

Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP) and should be ignored for analysis

Correlation	0.9922007782

Cold_Frac.8-Ppt_G_Frac.Ppt_G_Yield(g/kg_CPP)
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg) and should be ignored for analysis

Correlation	0.9916833986

Cold_Frac.8-Ppt_G_Frac.PPTG_pH_After_NaOH_Add
Categorical

Distinct count	5
Unique (%)	1.0%
Missing (%)	7.2%
Missing (n)	35

7	290
6.9	125
7.1	21
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
7	290	59.9%
6.9	125	25.8%
7.1	21	4.3%
6.8	13	2.7%
(Missing)	35	7.2%

Max length	3
Mean length	3
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.PreEth_pH
Numeric

Distinct count	34
Unique (%)	7.0%
Missing (%)	7.2%
Missing (n)	35
Infinite (%)	0.0%
Infinite (n)	0

Mean	6.966458797
Minimum	6.49
Maximum	7.11
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	6.49
5-th percentile	6.88
Q1	6.94
Median	6.97
Q3	7
95-th percentile	7.04
Maximum	7.11
Range	0.62
Interquartile range	0.06

Descriptive statistics

Standard deviation	0.05690039637
Coef of variation	0.008167764717
Kurtosis	10.83161012
Mean	6.966458797
MAD	0.04139423912
Skewness	-1.542047875
Sum	3127.94
Variance	0.003237655107
Memory size	3.9 KiB

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
7	63	13.0%
6.98	41	8.5%
6.99	35	7.2%
6.96	35	7.2%
6.97	32	6.6%
6.94	29	6.0%
7.01	27	5.6%
7.02	25	5.2%
6.93	24	5.0%
6.95	21	4.3%
Other values (23)	117	24.2%
(Missing)	35	7.2%

Minimum 5 values

Value	Count	Frequency (%)
6.49	1	0.2%
6.8	2	0.4%
6.81	1	0.2%
6.82	2	0.4%
6.83	4	0.8%

Maximum 5 values

Value	Count	Frequency (%)
7.11	1	0.2%
7.1	7	1.4%
7.09	1	0.2%
7.08	5	1.0%
7.07	3	0.6%

Cold_Frac.8-Ppt_G_Frac.Sampling.Bioburden(cfu/mL)
Boolean

Distinct count	2
Unique (%)	0.4%
Missing (%)	9.9%
Missing (n)	48

0	436
(Missing)	48

Toggle details

Value	Count	Frequency (%)
0	436	90.1%
(Missing)	48	9.9%

Cold_Frac.8-Ppt_G_Frac.Sampling.Purity(%)
Numeric

Distinct count	68
Unique (%)	14.0%
Missing (%)	8.9%
Missing (n)	43
Infinite (%)	0.0%
Infinite (n)	0

Mean	90.55011338
Minimum	86.5
Maximum	93.9
Zeros (%)	0.0%

Toggle details

Quantile statistics

Minimum	86.5
5-th percentile	88.2
Q1	89.9
Median	90.6
Q3	91.4
95-th percentile	92.7
Maximum	93.9
Range	7.4
Interquartile range	1.5

Descriptive statistics

Standard deviation	1.33331652
Coef of variation	0.01472462562
Kurtosis	0.4440714793
Mean	90.55011338
MAD	1.02255336
Skewness	-0.3849964915
Sum	39932.6
Variance	1.777732942
Memory size	3.9 KiB

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
90.7	21	4.3%
90.1	20	4.1%
90.8	20	4.1%
90.6	19	3.9%
91	18	3.7%
91.4	17	3.5%
90.3	16	3.3%
91.2	13	2.7%
90.2	12	2.5%
90	12	2.5%
Other values (57)	273	56.4%
(Missing)	43	8.9%

Minimum 5 values

Value	Count	Frequency (%)
86.5	3	0.6%
86.6	1	0.2%
86.7	1	0.2%
86.8	1	0.2%
87	1	0.2%

Maximum 5 values

Value	Count	Frequency (%)
93.9	1	0.2%
93.5	2	0.4%
93.4	1	0.2%
93.3	2	0.4%
93.2	6	1.2%

Cold_Frac.8-Ppt_G_Frac.StartDT
Categorical

Distinct count	450
Unique (%)	93.0%
Missing (%)	7.2%
Missing (n)	35

14-May-2019 02:30:05 PM	1
23-Jul-2019 06:25:00 AM	1
19-Jun-2019 09:15:24 AM	1
Other values (446)	446
(Missing)	35

Toggle details

Common values
Composition

Value	Count	Frequency (%)
14-May-2019 02:30:05 PM	1	0.2%
23-Jul-2019 06:25:00 AM	1	0.2%
19-Jun-2019 09:15:24 AM	1	0.2%
01-Feb-2019 11:30:28 AM	1	0.2%
18-Jun-2019 04:38:03 AM	1	0.2%
19-Aug-2019 04:44:31 PM	1	0.2%
09-May-2019 02:24:40 AM	1	0.2%
20-Jun-2019 12:46:00 PM	1	0.2%
05-Sep-2019 03:52:44 PM	1	0.2%
13-Jan-2019 09:54:19 AM	1	0.2%
Other values (439)	439	90.7%
(Missing)	35	7.2%

Max length	23
Mean length	21.55371901
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Cold_Frac.8-Ppt_G_Frac.Suspension_Temp_End_of_Eth_Addition
Highly correlated

This variable is highly correlated with Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C) and should be ignored for analysis

Correlation	0.9999273734

df_index
Categorical, Unique

First 5 values
LB1899343
LB1899344
LB1899353
LB1899354
LB1899476

Last 5 values
LR1999456
LR1999458
LR1999470
LR1999472
LR1999474

Toggle details

First 5 values

Value	Count	Frequency (%)
LB1899343	1	0.2%
LB1899344	1	0.2%
LB1899353	1	0.2%
LB1899354	1	0.2%
LB1899476	1	0.2%

Last 5 values

Value	Count	Frequency (%)
LR1999474	1	0.2%
LR1999472	1	0.2%
LR1999470	1	0.2%
LR1999458	1	0.2%
LR1999456	1	0.2%

Parameter_Set_Date
Categorical

Distinct count	266
Unique (%)	55.0%
Missing (%)	0.0%
Missing (n)	0

01-Oct-2019 05:00:00 PM	11
17-Jan-2019 04:00:00 PM	10
11-Jan-2019 04:00:00 PM	9
Other values (263)	454

Toggle details

Common values
Composition

Value	Count	Frequency (%)
01-Oct-2019 05:00:00 PM	11	2.3%
17-Jan-2019 04:00:00 PM	10	2.1%
11-Jan-2019 04:00:00 PM	9	1.9%
07-Oct-2019 05:00:00 PM	8	1.7%
06-Sep-2019 05:00:00 PM	7	1.4%
02-Oct-2019 05:00:00 PM	6	1.2%
30-Sep-2019 05:00:00 PM	5	1.0%
08-Oct-2019 05:00:00 PM	5	1.0%
03-Oct-2019 05:00:00 PM	5	1.0%
12-Mar-2019 05:00:00 PM	4	0.8%
Other values (256)	414	85.5%

Max length	23
Mean length	23
Min length	23
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

Unnamed_1
Categorical

Distinct count	266
Unique (%)	55.0%
Missing (%)	0.0%
Missing (n)	0

01-Oct-2019 05:00:00 PM	11
17-Jan-2019 04:00:00 PM	10
11-Jan-2019 04:00:00 PM	9
Other values (263)	454

Toggle details

Common values
Composition

Value	Count	Frequency (%)
01-Oct-2019 05:00:00 PM	11	2.3%
17-Jan-2019 04:00:00 PM	10	2.1%
11-Jan-2019 04:00:00 PM	9	1.9%
07-Oct-2019 05:00:00 PM	8	1.7%
06-Sep-2019 05:00:00 PM	7	1.4%
02-Oct-2019 05:00:00 PM	6	1.2%
30-Sep-2019 05:00:00 PM	5	1.0%
08-Oct-2019 05:00:00 PM	5	1.0%
03-Oct-2019 05:00:00 PM	5	1.0%
12-Mar-2019 05:00:00 PM	4	0.8%
Other values (256)	414	85.5%

Max length	23
Mean length	23
Min length	23
Contains chars	True
Contains digits	True
Contains spaces	True
Contains non-words	True

First rows

	Cold_Frac.8-Ppt_G_Frac.AgingDuration(h)	Cold_Frac.8-Ppt_G_Frac.AgingEndDT	Cold_Frac.8-Ppt_G_Frac.AgingStartDT	Cold_Frac.8-Ppt_G_Frac.Buffer2Vol(L)	Cold_Frac.8-Ppt_G_Frac.Buffer2Weight(kg/kg_Filtrate)	Cold_Frac.8-Ppt_G_Frac.Buffer2Weight_src(kg)	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1@20%FiltrateStepRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1_PasteRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-4@40%FiltrateStepRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRV_PasteRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.PPTGAgingDur(hours)	Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery	Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg)	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.LAL	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.EndDT	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.StartDT	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.TankNr	Cold_Frac.8-Ppt_G_Frac.EthAddTemp(°C)	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Mold	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Count	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Mold	Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L)	Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg)	Cold_Frac.8-Ppt_G_Frac.NaOH_5%_Amt(L)	Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_Yield(g/kg_CPP)	Cold_Frac.8-Ppt_G_Frac.PPTG_pH_After_NaOH_Add	Cold_Frac.8-Ppt_G_Frac.PreEth_pH	Cold_Frac.8-Ppt_G_Frac.Sampling.Purity(%)	Cold_Frac.8-Ppt_G_Frac.StartDT	Cold_Frac.8-Ppt_G_Frac.Suspension_Temp_End_of_Eth_Addition	df_index	Parameter_Set_Date	Unnamed_1
0	3.476111	06-Jan-2019 07:14:50 PM	06-Jan-2019 03:46:20 PM	NaN	NaN	NaN	131.877889	52.450840	192.424203	87.770611	3.476111	15.420573	278.9	0.000	06-Jan-2019 03:46:16 PM	06-Jan-2019 02:59:33 AM	V-017	NaN	0.0	0.0	0.0	0.0	4.341432	36.30424	26.445396	NaN	4.341432	118.1	4.408318	7.0	6.97	88.8	05-Jan-2019 10:42:41 PM	NaN	LB1999003	01-Jan-2019 04:00:00 PM	01-Jan-2019 04:00:00 PM
1	3.886389	07-Jan-2019 10:01:48 AM	07-Jan-2019 06:08:41 AM	NaN	NaN	NaN	130.620954	51.068339	193.317867	96.938191	3.886389	21.266541	283.5	0.000	07-Jan-2019 06:08:37 AM	06-Jan-2019 04:56:07 PM	V-018	NaN	0.0	0.0	0.0	0.0	6.107848	39.65424	28.885664	NaN	6.107848	148.5	6.179791	7.0	6.99	90.7	06-Jan-2019 12:43:07 PM	NaN	LR1999004	01-Jan-2019 04:00:00 PM	01-Jan-2019 04:00:00 PM
2	4.875833	08-Jan-2019 12:51:42 AM	07-Jan-2019 07:59:13 PM	NaN	NaN	NaN	131.337853	54.589954	193.780593	87.663273	4.875833	15.509253	278.9	0.000	07-Jan-2019 07:59:09 PM	07-Jan-2019 07:12:28 AM	V-016	NaN	0.0	0.0	0.0	0.0	4.349271	36.37479	26.496788	NaN	4.349271	118.5	4.433669	7.0	6.98	89.0	07-Jan-2019 02:21:45 AM	NaN	LB1999005	02-Jan-2019 04:00:00 PM	02-Jan-2019 04:00:00 PM
3	3.533056	08-Jan-2019 06:02:18 PM	08-Jan-2019 02:30:23 PM	NaN	NaN	NaN	130.268941	50.006387	192.454354	99.218769	3.533056	20.884431	283.5	0.000	08-Jan-2019 02:30:19 PM	08-Jan-2019 01:17:33 AM	V-017	NaN	0.0	0.0	0.0	0.0	6.004683	39.91924	29.078700	NaN	6.004683	147.3	6.068755	7.0	7.00	91.2	07-Jan-2019 08:52:31 PM	NaN	LR1999006	02-Jan-2019 04:00:00 PM	02-Jan-2019 04:00:00 PM
4	4.035278	10-Jan-2019 01:16:29 AM	09-Jan-2019 09:14:26 PM	NaN	NaN	NaN	132.897260	50.954699	199.023846	99.748089	4.035278	21.784559	283.5	0.000	09-Jan-2019 09:14:22 PM	09-Jan-2019 07:55:11 AM	V-016	NaN	0.5	0.5	0.0	0.0	6.179852	39.46663	28.749002	NaN	6.179852	152.2	6.330321	7.0	6.98	90.1	09-Jan-2019 04:06:58 AM	NaN	LR1999008	04-Jan-2019 04:00:00 PM	04-Jan-2019 04:00:00 PM
5	4.720556	11-Jan-2019 09:27:03 PM	11-Jan-2019 04:43:53 PM	NaN	NaN	NaN	131.241047	52.990577	193.444519	84.703426	4.720556	15.376730	278.9	0.000	11-Jan-2019 04:43:49 PM	11-Jan-2019 04:03:39 AM	V-016	NaN	0.0	0.0	0.0	0.0	4.325784	37.63621	27.415654	NaN	4.325784	117.0	4.395784	7.0	7.01	89.4	10-Jan-2019 11:53:52 PM	NaN	LB1999011	05-Jan-2019 04:00:00 PM	05-Jan-2019 04:00:00 PM
6	3.750833	11-Jan-2019 02:54:10 AM	10-Jan-2019 11:09:11 PM	NaN	NaN	NaN	131.001691	52.302157	198.154183	98.403408	3.750833	21.659758	283.5	0.000	10-Jan-2019 11:09:07 PM	10-Jan-2019 10:00:36 AM	V-018	NaN	0.0	0.0	0.0	0.0	6.168420	40.07328	29.190909	NaN	6.168420	149.5	6.294055	7.0	7.00	89.8	10-Jan-2019 05:52:47 AM	NaN	LR1999010	05-Jan-2019 04:00:00 PM	05-Jan-2019 04:00:00 PM
7	3.722500	12-Jan-2019 10:27:21 AM	12-Jan-2019 06:44:04 AM	NaN	NaN	NaN	130.737933	51.186958	195.956560	97.992598	3.722500	21.648861	283.5	0.005	12-Jan-2019 06:44:00 AM	11-Jan-2019 05:32:03 PM	V-017	NaN	0.0	0.0	0.0	0.0	6.149421	39.84084	29.021591	NaN	6.149421	151.2	6.290889	7.0	7.00	90.3	11-Jan-2019 12:41:29 PM	NaN	LR1999012	06-Jan-2019 04:00:00 PM	06-Jan-2019 04:00:00 PM
8	3.595833	12-Jan-2019 11:48:19 PM	12-Jan-2019 08:12:38 PM	NaN	NaN	NaN	131.476287	54.080488	196.385935	86.424424	3.595833	15.395655	278.9	0.000	12-Jan-2019 08:12:34 PM	12-Jan-2019 07:14:20 AM	V-018	NaN	0.0	0.0	0.0	0.0	4.324934	37.29588	27.167745	NaN	4.324934	118.0	4.401194	7.0	7.01	88.2	12-Jan-2019 03:31:10 AM	NaN	LB1999013	07-Jan-2019 04:00:00 PM	07-Jan-2019 04:00:00 PM
9	3.524722	14-Jan-2019 06:02:34 AM	14-Jan-2019 02:31:09 AM	NaN	NaN	NaN	134.499670	53.662690	199.627324	89.519792	3.524722	15.838714	278.9	0.000	14-Jan-2019 02:31:05 AM	13-Jan-2019 01:39:18 PM	V-017	NaN	0.0	0.0	0.5	0.5	4.462312	39.31450	28.638185	NaN	4.462312	122.4	4.527853	7.0	6.98	89.0	13-Jan-2019 09:54:19 AM	NaN	LB1999017	08-Jan-2019 04:00:00 PM	08-Jan-2019 04:00:00 PM

Last rows

	Cold_Frac.8-Ppt_G_Frac.AgingDuration(h)	Cold_Frac.8-Ppt_G_Frac.AgingEndDT	Cold_Frac.8-Ppt_G_Frac.AgingStartDT	Cold_Frac.8-Ppt_G_Frac.Buffer2Vol(L)	Cold_Frac.8-Ppt_G_Frac.Buffer2Weight(kg/kg_Filtrate)	Cold_Frac.8-Ppt_G_Frac.Buffer2Weight_src(kg)	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1@20%FiltrateStepRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-1_PasteRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRIV-4@40%FiltrateStepRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.FRV_PasteRecovery	Cold_Frac.8-Ppt_G_Frac.Calcs.PPTGAgingDur(hours)	Cold_Frac.8-Ppt_G_Frac.Calcs.PrecipitateGPasteRecovery	Cold_Frac.8-Ppt_G_Frac.ConvFactor(g/kg)	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.LAL	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Count	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.SDA_Mold	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Count	Cold_Frac.8-Ppt_G_Frac.CUNOBioburden.TSA_Mold	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.EndDT	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.StartDT	Cold_Frac.8-Ppt_G_Frac.Eth_Addition.TankNr	Cold_Frac.8-Ppt_G_Frac.EthAddTemp(°C)	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Count	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.SDA_Mold	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Count	Cold_Frac.8-Ppt_G_Frac.ExtractBioburden.TSA_Mold	Cold_Frac.8-Ppt_G_Frac.IGG_business_yield(g/L)	Cold_Frac.8-Ppt_G_Frac.NaOH_1M_Amt(kg)	Cold_Frac.8-Ppt_G_Frac.NaOH_5%_Amt(L)	Cold_Frac.8-Ppt_G_Frac.PostEthTemp(°C)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_business_yield(g/kg_CPP)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_Weight(kg)	Cold_Frac.8-Ppt_G_Frac.Ppt_G_Yield(g/kg_CPP)	Cold_Frac.8-Ppt_G_Frac.PPTG_pH_After_NaOH_Add	Cold_Frac.8-Ppt_G_Frac.PreEth_pH	Cold_Frac.8-Ppt_G_Frac.Sampling.Bioburden(cfu/mL)	Cold_Frac.8-Ppt_G_Frac.Sampling.Purity(%)	Cold_Frac.8-Ppt_G_Frac.StartDT	Cold_Frac.8-Ppt_G_Frac.Suspension_Temp_End_of_Eth_Addition	df_index	Parameter_Set_Date	Unnamed_1
474	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LR1999472	07-Oct-2019 05:00:00 PM	07-Oct-2019 05:00:00 PM
475	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999475	08-Oct-2019 05:00:00 PM	08-Oct-2019 05:00:00 PM
476	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999476	08-Oct-2019 05:00:00 PM	08-Oct-2019 05:00:00 PM
477	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999477	08-Oct-2019 05:00:00 PM	08-Oct-2019 05:00:00 PM
478	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999478	08-Oct-2019 05:00:00 PM	08-Oct-2019 05:00:00 PM
479	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LR1999474	08-Oct-2019 05:00:00 PM	08-Oct-2019 05:00:00 PM
480	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999457	13-Oct-2019 05:00:00 PM	13-Oct-2019 05:00:00 PM
481	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LB1999459	13-Oct-2019 05:00:00 PM	13-Oct-2019 05:00:00 PM
482	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LR1999427	13-Oct-2019 05:00:00 PM	13-Oct-2019 05:00:00 PM
483	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	LR1999458	13-Oct-2019 05:00:00 PM	13-Oct-2019 05:00:00 PM

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows